RA
RAGMap io.github.khalidsaidi/ragmap Find a retrieval MCP server that works today: a daily-checked list of servers that search knowledge.
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Developer tools Official MCP Registry · npm Local MIT
LI
Lineai io.github.lineai-intelligence/lineai-mcp-server An MCP Server to utilize Lineai's rich software dependency data in your AI programming assistant.
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Developer tools Official MCP Registry · PyPI Local MPL-2.0
MA
Maple io.github.maple-kit/maple Review comments pinned to a running frontend, read and resolved by your coding agent.
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Developer tools Official MCP Registry · npm Local APACHE-2.0
AN
Anilist io.github.mrfentmen/anilist-mcp AniList anime and manga search over GraphQL. No key required.
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Design and media Official MCP Registry · npm Local MIT
RI
Rigor io.github.mrnh/rigor-mcp Verified statistical inference for AI agents: hypothesis tests, sequential testing, power.
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Science and research Official MCP Registry · PyPI Local MIT
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Allure TestOps MCP — projects, launches, test cases, test results via REST API.
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Developer tools Official MCP Registry · PyPI Local MIT
CO
Codeloupe io.github.ndhkaeru/codeloupe-mcp Local-first MCP server for code search, repository intelligence, comparison, and safe file edits.
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Developer tools Official MCP Registry · npm Local APACHE-2.0
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Discover, preview, call, and inspect configured Swagger/OpenAPI APIs through 11 fixed tools.
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Developer tools Official MCP Registry · npm Local MIT
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Live+headless Aseprite MCP: Unity export, art-QA, tilemaps, in-editor dialogs, update-aware
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Developer tools Official MCP Registry · PyPI Local MIT
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Customer-hosted read-only MCP server for Jobber ops reports, OAuth setup, and GraphQL validation.
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Developer tools Official MCP Registry · npm Local MIT
P4
P4plan io.github.perforce/p4plan-mcp MCP server for P4 Plan — tasks, sprints, bugs, comments, custom fields via GraphQL API.
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Project management Official MCP Registry · npm Local MIT
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Offline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP.
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Developer tools Official MCP Registry · npm Local MIT
PR
Prufa io.github.prufa-dev/prufa-mcp The full Prufa QA agent over MCP: audits, flows, monitors, gremlin chaos, discovery.
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Developer tools Official MCP Registry · PyPI Local APACHE-2.0
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Website audits for AI agents: GDPR consent, speed, WCAG, SPF/DMARC and AI-search readiness.
100% up · 30 days
Developer tools Official MCP Registry · npm Local Remote MIT
KL
Kube Lint io.github.sophotechlabs/kube-lint-mcp Validate Kubernetes manifests, Helm charts, Kustomize overlays, and FluxCD resources
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DevOps and infrastructure Official MCP Registry · PyPI Local MIT
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Embedded debug MCP: serial, flash verify, fault decode, 45-pattern log analyzer, driver library
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Developer tools Official MCP Registry · PyPI Local MIT
CE
Celery io.github.taltal-beep/mcp-server-celery Read-only Celery debugging: workers, queue depths and stuck-task diagnosis.
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Developer tools Official MCP Registry · PyPI Local MIT
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Ask any Tableau lineage question, in any MCP client, through the Tableau Metadata API.
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Data warehouses and analytics Official MCP Registry · PyPI Local MIT
FW
Fw io.github.turbyho/fw-context-mcp Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 33 tools
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Developer tools Official MCP Registry · PyPI Local MIT-AND-APACHE-2.0-WITH-LLVM-EXCEPTION
BA
Batuta io.github.vorluno/batuta-mcp Split a task into plans with disjoint file boundaries; scaffold a git worktree per plan.
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Developer tools Official MCP Registry · npm Local MIT